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Mistral AI releases Timestral, a family of time-series foundation models

Introducing Timestral

Who
Mistral
What
releases the Timestral family of time-series foundation models
Quote
Today, we’re releasing Timestral, our first family of time-series foundation models.

What happened

Mistral AI released Timestral in four sizes, from 5M to 209M parameters, for probabilistic, multivariate forecasting with past-only and known-future covariates. Mistral reports that its 209M model ranks first among pretrained, zero-shot models across five metrics on GIFT-Eval, TIME and fev-bench, using a single checkpoint without ensembling. All sizes support CPU inference, and Mistral published a GitHub repository for running Timestral on users’ data; domain adaptation and fine-tuning are available through Mistral Forge.

Why it matters

The comparisons across model sizes and CPU latency provide a concrete basis for assessing forecasting accuracy against compute requirements in production deployments.

The story so far

Mistral AI released Timestral, a family of time-series forecasting models in four sizes ranging from 5M to 209M parameters, and published a GitHub repository for users to run them on their own data. All four sizes support CPU inference. The models produce probabilistic forecasts for multiple variables and can use both past-only inputs and inputs whose future values are known. Mistral says the 209M model ranks first among pretrained, zero-shot models across five metrics on GIFT-Eval, TIME and fev-bench, using a single checkpoint without ensembling. Organizations can also use Mistral Forge for domain adaptation and fine-tuning.

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